Pith Number

pith:EWP23T2S

pith:2022:EWP23T2S5XTXLEVMVJM335SGDC

not attested not anchored not stored refs pending

Square-root regret bounds for continuous-time episodic Markov decision processes

Xuefeng Gao, Xun Yu Zhou

arxiv:2210.00832 v2 · 2022-10-03 · cs.LG · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EWP23T2S5XTXLEVMVJM335SGDC}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Reinforcement Learning for Intensity Control: An Application to Choice-Based Network Revenue Management

Receipt and verification

First computed	2026-07-05T06:56:30.026663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

259fadcf52ede77592acaa59bdf64618932aa125f1b3a0ff9cb679ee836e8ec7

Aliases

arxiv: 2210.00832 · arxiv_version: 2210.00832v2 · doi: 10.48550/arxiv.2210.00832 · pith_short_12: EWP23T2S5XTX · pith_short_16: EWP23T2S5XTXLEVM · pith_short_8: EWP23T2S

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/EWP23T2S5XTXLEVMVJM335SGDC \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 259fadcf52ede77592acaa59bdf64618932aa125f1b3a0ff9cb679ee836e8ec7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7217c9122148d601bed2ba8e262c83b303a9ed46bb93eef33c048db263bda28",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-03T11:35:07Z",
    "title_canon_sha256": "0ed0d06292a7183377d3649c4023762accf750b20ca80b5b5667a4072cdb06d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.00832",
    "kind": "arxiv",
    "version": 2
  }
}